Fermented red peppers (FRPs) provide distinct flavor and possible health benefits, but understanding of their microbial functions, viral diversity, pathogenicity, and horizontal gene transfer (HGT) patterns remains limited. Integrated multi-method analysis revealed FRP's bacterial community was dominated by Bacillus (21.52 %), Lactobacillus sensu lato (14.27 %), and Pantoea (13.60 %). Bacillus drove core fermentation with an over 40 % contribution to carbon degradation and iron reduction. The virome was dominated by Caudoviricetes phages, yet 25.5 % of the functions of viral genes remained unknown. Critically, multidrug resistance genes were the most abundant ARGs, and beneficial bacteria served as major reservoirs for ARGs, co-occurring with potential opportunistic pathogens. Despite inhibitory conditions, these last dominated key metabolic nodes hydrogen generation and acetate oxidation. Counterintuitively, ARG profiles correlated with bacterial composition but not with mobile genetic elements or detected HGT events, challenging HGT as the primary ARG driver. These findings necessitate dual strategies: leveraging key microbes for fermentation efficiency while implementing stringent monitoring to mitigate pathogen and ARG related risks.